💡 Problem Formulation: When working with data visualization in Python, it’s common to encounter the need to display swarm plots grouped by a categorical variable. This technique is particularly useful for showing distributions of data across different categories. Our input will be a pandas DataFrame with one or more categorical columns and one numerical column; … Read more

💡 Problem Formulation: When working with data visualizations in Python, it’s common to use bar plots to display the distribution of data. However, showing the variability or uncertainty within the data can often be just as important. This article will explain how to create a bar plot using the powerful Pandas library and enhance it … Read more

💡 Problem Formulation: In data visualization, it is often essential to understand the distribution of a continuous variable across different categories. A violin plot is a method for plotting numeric data and can show the distribution of a variable across different categories. This article provides solutions for creating vertical violin plots grouped by a categorical … Read more

💡 Problem Formulation: Python’s Pandas library is a powerhouse for data analysis, which includes the visualization of distributions within datasets. Suppose you’re working with a dataset contained in a DataFrame and need to create density plots for a specific feature to discern the distribution’s shape. You aim to generate a visual that displays the probability … Read more

💡 Problem Formulation: In Python, we often encounter a need to analyze subsequences within a given array or list, particularly to identify subarrays that meet specific criteria. For this problem, we focus on finding the maximum length of a subarray where the product of its elements is positive. Given an array of integers, both positive … Read more

💡 Problem Formulation: Given a string, the task is to compute the number of possible ways it can be split into substrings, under certain criteria – such as splitting on a delimiter or using fixed length segments. For example, given the string “hello-world”, we might want to know how many ways we can split this … Read more

💡 Problem Formulation: We are dealing with the challenge of determining the shortest contiguous segment of an array that, if removed, would result in a non-decreasing sorted array. For example, given the input array [1, 3, 2, 4, 5], the desired output would be 1, as removing the element ‘3’ would make the array sorted. … Read more

💡 Problem Formulation: This article provides a detailed exploration into the intriguing problem of identifying every instance where the square of a number is equal to the product of two distinct numbers. Given an array of integers, we aim to find all the unique combinations where the condition ‘a² = b × c’ holds true. … Read more

💡 Problem Formulation: You are given a string and an associated cost array, where each element corresponds to the deletion cost of a character in the string. The challenge is to delete characters as necessary in order to ensure there are no consecutive repeating characters with the minimum total cost. For example, given the input … Read more

💡 Problem Formulation: In a social network, friends can often become unhappy due to various reasons. For instance, if a favorite activity is closed or preferred mutual friends move away. Assume we have information about each friend’s preferences and connections. The goal is to count the number of unhappy friends using Python, given a list … Read more

💡 Problem Formulation: Given a set of points on a plane, the challenge is to find the minimum cost to connect all points with edges such that any two points will be reachable from each other (directly or indirectly), and the total edge cost is minimized. This is an instance of the Minimum Spanning Tree … Read more

💡 Problem Formulation: We are tasked with finding the largest possible sum of elements when any permutation of a given list is possible. For example, given the list [3, 5, 1, 2], the permutations will range from [1, 2, 3, 5] to [5, 3, 2, 1], but our goal is to identify which permutation, when … Read more